{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CRIC Convergence Plots\n",
    "\n",
    "Takes the deviations saved by /kidney/convergence_plots/Generate and Save Deviations.ipynb and plots them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pickle\n",
    "import shap\n",
    "import matplotlib.pyplot as pl\n",
    "\n",
    "# runtime_kernel = pickle.load(open( \"ke_runtime_dict.p\", \"rb\" ))\n",
    "mean_kernel = pickle.load(open( \"kernel_expl_abs_dev_single_ref_truth_mean_dict.p\", \"rb\" ))\n",
    "max_kernel = pickle.load(open( \"kernel_expl_abs_dev_single_ref_truth_max_dict.p\", \"rb\" ))\n",
    "mean_sampling = pickle.load(open( \"sample_expl_abs_dev_single_ref_truth_mean_dict.p\", \"rb\" ))\n",
    "max_sampling = pickle.load(open( \"sample_expl_abs_dev_single_ref_truth_max_dict.p\", \"rb\" ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 273,
       "width": 441
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = pl.figure(figsize=(6.5,4))\n",
    "nsamples = [pow(10, v) for v in [3.0, 3.5, 4.0, 4.5, 5.0, 5.5, 6.0, 6.5]]\n",
    "#pl.axhline(0.063254 / 10, linestyle=\"--\", color=\"#cccccc\")\n",
    "pl.axhline(0.063254 / 100, linestyle=\"--\", color=\"#cccccc\")\n",
    "# pl.loglog(nsamples, max_kernel[\"aic\"])\n",
    "# pl.loglog(nsamples, max_kernel[\"bic\"])\n",
    "pl.loglog(nsamples, max_kernel[0.0], color=shap.plots.colors.old_blue_rgb, linewidth=3, label=\"Kernel SHAP\")\n",
    "\n",
    "pl.loglog(nsamples, max_sampling[10], color=shap.plots.colors.old_red_rgb, linewidth=3, label=\"IME (min 10)\")\n",
    "pl.loglog(nsamples, max_sampling[50], color=shap.plots.colors.old_red_rgb, linestyle=\"--\", linewidth=3, label=\"IME (min 50)\")\n",
    "pl.loglog(nsamples, max_sampling[\"ns\"], color=shap.plots.colors.old_red_rgb, linestyle=\"-.\", linewidth=3, label=\"IME (uniform)\")\n",
    "pl.xlabel(\"Number of samples\", fontsize=13)\n",
    "pl.ylabel(\"Average absolute feature deviation\\n(maximum over all features)\", fontsize=13)\n",
    "pl.gca().xaxis.set_ticks_position('bottom')\n",
    "pl.gca().yaxis.set_ticks_position('left')\n",
    "pl.gca().spines['right'].set_visible(False)\n",
    "pl.gca().spines['top'].set_visible(False)\n",
    "pl.legend(fontsize=13)\n",
    "pl.savefig(\"max_kidney_agnostic_convergence.pdf\")\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 273,
       "width": 441
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = pl.figure(figsize=(6.5,4))\n",
    "nsamples = [pow(10, v) for v in [3.0, 3.5, 4.0, 4.5, 5.0, 5.5, 6.0, 6.5]]\n",
    "#pl.axhline(0.063254 / 10, linestyle=\"--\", color=\"#cccccc\")\n",
    "pl.axhline(0.063254 / 100, linestyle=\"--\", color=\"#cccccc\")\n",
    "# pl.loglog(nsamples, max_kernel[\"aic\"])\n",
    "# pl.loglog(nsamples, max_kernel[\"bic\"])\n",
    "pl.loglog(nsamples, mean_kernel[0.0], color=shap.plots.colors.old_blue_rgb, linewidth=3, label=\"Kernel SHAP\")\n",
    "\n",
    "pl.loglog(nsamples, mean_sampling[10], color=shap.plots.colors.old_red_rgb, linewidth=3, label=\"IME (min 10)\")\n",
    "pl.loglog(nsamples, mean_sampling[50], color=shap.plots.colors.old_red_rgb, linestyle=\"--\", linewidth=3, label=\"IME (min 50)\")\n",
    "pl.loglog(nsamples, mean_sampling[\"ns\"], color=shap.plots.colors.old_red_rgb, linestyle=\"-.\", linewidth=3, label=\"IME (uniform)\")\n",
    "pl.xlabel(\"Number of samples\", fontsize=13)\n",
    "pl.ylabel(\"Average absolute feature deviation\\n(mean over all features)\", fontsize=13)\n",
    "pl.gca().xaxis.set_ticks_position('bottom')\n",
    "pl.gca().yaxis.set_ticks_position('left')\n",
    "pl.gca().spines['right'].set_visible(False)\n",
    "pl.gca().spines['top'].set_visible(False)\n",
    "pl.legend(fontsize=13, loc=\"upper right\")\n",
    "pl.savefig(\"mean_kidney_agnostic_convergence.pdf\")\n",
    "pl.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
